Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 131 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.7 KiB |
| Average record size in memory | 185.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 3 |
Year has constant value "2014" | Constant |
Country has a high cardinality: 131 distinct values | High cardinality |
Life expectancy is highly correlated with Status and 12 other fields | High correlation |
Adult Mortality is highly correlated with Status and 6 other fields | High correlation |
infant deaths is highly correlated with Life expectancy and 5 other fields | High correlation |
Alcohol is highly correlated with Status and 6 other fields | High correlation |
percentage expenditure is highly correlated with Alcohol and 3 other fields | High correlation |
Hepatitis B is highly correlated with Life expectancy and 2 other fields | High correlation |
Measles is highly correlated with infant deaths and 5 other fields | High correlation |
BMI is highly correlated with Status and 5 other fields | High correlation |
under-five deaths is highly correlated with Life expectancy and 5 other fields | High correlation |
Polio is highly correlated with Life expectancy and 3 other fields | High correlation |
Diphtheria is highly correlated with Life expectancy and 2 other fields | High correlation |
HIV/AIDS is highly correlated with Life expectancy and 2 other fields | High correlation |
GDP is highly correlated with Alcohol and 4 other fields | High correlation |
thinness 1-19 years is highly correlated with infant deaths and 6 other fields | High correlation |
thinness 5-9 years is highly correlated with Life expectancy and 7 other fields | High correlation |
Income composition of resources is highly correlated with Status and 8 other fields | High correlation |
Schooling is highly correlated with Status and 8 other fields | High correlation |
Population is highly correlated with infant deaths and 4 other fields | High correlation |
Status is highly correlated with Life expectancy and 5 other fields | High correlation |
Year is highly correlated with Status | High correlation |
Total expenditure is highly correlated with Life expectancy and 4 other fields | High correlation |
Country is uniformly distributed | Uniform |
df_index has unique values | Unique |
Country has unique values | Unique |
percentage expenditure has unique values | Unique |
GDP has unique values | Unique |
Population has unique values | Unique |
infant deaths has 34 (26.0%) zeros | Zeros |
Measles has 53 (40.5%) zeros | Zeros |
under-five deaths has 30 (22.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-15 21:14:13.371024 |
|---|---|
| Analysis finished | 2022-10-15 21:14:56.407747 |
| Duration | 43.04 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 131 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1408.580153 |
| Minimum | 1 |
|---|---|
| Maximum | 2923 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 121 |
| Q1 | 658 |
| median | 1443 |
| Q3 | 2048 |
| 95-th percentile | 2706.5 |
| Maximum | 2923 |
| Range | 2922 |
| Interquartile range (IQR) | 1390 |
Descriptive statistics
| Standard deviation | 835.5568751 |
|---|---|
| Coefficient of variation (CV) | 0.5931908621 |
| Kurtosis | -1.130869609 |
| Mean | 1408.580153 |
| Median Absolute Deviation (MAD) | 689 |
| Skewness | 0.04158390511 |
| Sum | 184524 |
| Variance | 698155.2916 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.8% |
| 2056 | 1 | 0.8% |
| 2024 | 1 | 0.8% |
| 2008 | 1 | 0.8% |
| 1992 | 1 | 0.8% |
| 1976 | 1 | 0.8% |
| 1960 | 1 | 0.8% |
| 1943 | 1 | 0.8% |
| 1894 | 1 | 0.8% |
| 1878 | 1 | 0.8% |
| Other values (121) | 121 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 17 | 1 | |
| 33 | 1 | |
| 49 | 1 | |
| 81 | 1 | |
| 97 | 1 | |
| 113 | 1 | |
| 129 | 1 | |
| 145 | 1 | |
| 193 | 1 |
| Value | Count | Frequency (%) |
| 2923 | 1 | |
| 2907 | 1 | |
| 2843 | 1 | |
| 2827 | 1 | |
| 2811 | 1 | |
| 2731 | 1 | |
| 2715 | 1 | |
| 2698 | 1 | |
| 2682 | 1 | |
| 2666 | 1 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| Afghanistan | 1 |
|---|---|
| Portugal | 1 |
| Philippines | 1 |
| Peru | 1 |
| Paraguay | 1 |
| Other values (126) |
Length
| Max length | 24 |
|---|---|
| Median length | 21 |
| Mean length | 8.198473282 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1074 |
|---|---|
| Distinct characters | 49 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 131 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Angola |
| 5th row | Argentina |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 1 | 0.8% |
| Portugal | 1 | 0.8% |
| Philippines | 1 | 0.8% |
| Peru | 1 | 0.8% |
| Paraguay | 1 | 0.8% |
| Papua New Guinea | 1 | 0.8% |
| Panama | 1 | 0.8% |
| Pakistan | 1 | 0.8% |
| Nigeria | 1 | 0.8% |
| Niger | 1 | 0.8% |
| Other values (121) | 121 |
Length
| Value | Count | Frequency (%) |
| and | 3 | 2.0% |
| guinea | 3 | 2.0% |
| republic | 2 | 1.3% |
| afghanistan | 1 | 0.7% |
| brazil | 1 | 0.7% |
| botswana | 1 | 0.7% |
| bosnia | 1 | 0.7% |
| herzegovina | 1 | 0.7% |
| bhutan | 1 | 0.7% |
| benin | 1 | 0.7% |
| Other values (138) | 138 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 172 | |
| i | 101 | 9.4% |
| n | 83 | 7.7% |
| e | 74 | 6.9% |
| r | 61 | 5.7% |
| o | 59 | 5.5% |
| u | 45 | 4.2% |
| l | 40 | 3.7% |
| s | 36 | 3.4% |
| t | 35 | 3.3% |
| Other values (39) | 368 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 898 | |
| Uppercase Letter | 152 | 14.2% |
| Space Separator | 22 | 2.0% |
| Dash Punctuation | 2 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 172 | |
| i | 101 | |
| n | 83 | |
| e | 74 | 8.2% |
| r | 61 | 6.8% |
| o | 59 | 6.6% |
| u | 45 | 5.0% |
| l | 40 | 4.5% |
| s | 36 | 4.0% |
| t | 35 | 3.9% |
| Other values (16) | 192 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 14 | 9.2% |
| M | 14 | 9.2% |
| B | 13 | 8.6% |
| C | 13 | 8.6% |
| T | 11 | 7.2% |
| A | 11 | 7.2% |
| G | 11 | 7.2% |
| P | 9 | 5.9% |
| L | 9 | 5.9% |
| N | 7 | 4.6% |
| Other values (11) | 40 |
Space Separator
| Value | Count | Frequency (%) |
| 22 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1050 | |
| Common | 24 | 2.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 172 | |
| i | 101 | 9.6% |
| n | 83 | 7.9% |
| e | 74 | 7.0% |
| r | 61 | 5.8% |
| o | 59 | 5.6% |
| u | 45 | 4.3% |
| l | 40 | 3.8% |
| s | 36 | 3.4% |
| t | 35 | 3.3% |
| Other values (37) | 344 |
Common
| Value | Count | Frequency (%) |
| 22 | ||
| - | 2 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 172 | |
| i | 101 | 9.4% |
| n | 83 | 7.7% |
| e | 74 | 6.9% |
| r | 61 | 5.7% |
| o | 59 | 5.5% |
| u | 45 | 4.2% |
| l | 40 | 3.7% |
| s | 36 | 3.4% |
| t | 35 | 3.3% |
| Other values (39) | 368 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 2014 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 524 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2014 |
|---|---|
| 2nd row | 2014 |
| 3rd row | 2014 |
| 4th row | 2014 |
| 5th row | 2014 |
Common Values
| Value | Count | Frequency (%) |
| 2014 | 131 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2014 | 131 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 131 | |
| 0 | 131 | |
| 1 | 131 | |
| 4 | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 524 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 131 | |
| 0 | 131 | |
| 1 | 131 | |
| 4 | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 524 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 131 | |
| 0 | 131 | |
| 1 | 131 | |
| 4 | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 524 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 131 | |
| 0 | 131 | |
| 1 | 131 | |
| 4 | 131 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| Developing | |
|---|---|
| Developed |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.854961832 |
| Min length | 9 |
Characters and Unicode
| Total characters | 1291 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Developing |
|---|---|
| 2nd row | Developing |
| 3rd row | Developing |
| 4th row | Developing |
| 5th row | Developing |
Common Values
| Value | Count | Frequency (%) |
| Developing | 112 | |
| Developed | 19 | 14.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| developing | 112 | |
| developed | 19 | 14.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 281 | |
| D | 131 | |
| v | 131 | |
| l | 131 | |
| o | 131 | |
| p | 131 | |
| i | 112 | 8.7% |
| n | 112 | 8.7% |
| g | 112 | 8.7% |
| d | 19 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1160 | |
| Uppercase Letter | 131 | 10.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 281 | |
| v | 131 | |
| l | 131 | |
| o | 131 | |
| p | 131 | |
| i | 112 | 9.7% |
| n | 112 | 9.7% |
| g | 112 | 9.7% |
| d | 19 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1291 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 281 | |
| D | 131 | |
| v | 131 | |
| l | 131 | |
| o | 131 | |
| p | 131 | |
| i | 112 | 8.7% |
| n | 112 | 8.7% |
| g | 112 | 8.7% |
| d | 19 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1291 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 281 | |
| D | 131 | |
| v | 131 | |
| l | 131 | |
| o | 131 | |
| p | 131 | |
| i | 112 | 8.7% |
| n | 112 | 8.7% |
| g | 112 | 8.7% |
| d | 19 | 1.5% |
| Distinct | 99 |
|---|---|
| Distinct (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.51984733 |
| Minimum | 48.1 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 48.1 |
|---|---|
| 5-th percentile | 57.15 |
| Q1 | 64.65 |
| median | 72 |
| Q3 | 75.8 |
| 95-th percentile | 82.65 |
| Maximum | 89 |
| Range | 40.9 |
| Interquartile range (IQR) | 11.15 |
Descriptive statistics
| Standard deviation | 8.605225781 |
|---|---|
| Coefficient of variation (CV) | 0.1220255872 |
| Kurtosis | -0.3709548091 |
| Mean | 70.51984733 |
| Median Absolute Deviation (MAD) | 5.6 |
| Skewness | -0.2243459847 |
| Sum | 9238.1 |
| Variance | 74.04991075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74.8 | 4 | 3.1% |
| 73 | 3 | 2.3% |
| 74.6 | 3 | 2.3% |
| 74.5 | 3 | 2.3% |
| 89 | 3 | 2.3% |
| 71.7 | 2 | 1.5% |
| 66 | 2 | 1.5% |
| 58.4 | 2 | 1.5% |
| 56.7 | 2 | 1.5% |
| 58.1 | 2 | 1.5% |
| Other values (89) | 105 |
| Value | Count | Frequency (%) |
| 48.1 | 1 | |
| 51.7 | 1 | |
| 52.1 | 1 | |
| 52.6 | 1 | |
| 53.6 | 1 | |
| 56.7 | 2 | |
| 57.6 | 1 | |
| 57.8 | 1 | |
| 57.9 | 1 | |
| 58 | 1 |
| Value | Count | Frequency (%) |
| 89 | 3 | |
| 88 | 1 | 0.8% |
| 83 | 2 | |
| 82.7 | 1 | 0.8% |
| 82.6 | 1 | 0.8% |
| 82.5 | 1 | 0.8% |
| 82.3 | 1 | 0.8% |
| 82.2 | 2 | |
| 82 | 1 | 0.8% |
| 81.7 | 2 |
| Distinct | 103 |
|---|---|
| Distinct (%) | 78.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160.3740458 |
| Minimum | 2 |
|---|---|
| Maximum | 522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 74.5 |
| median | 144 |
| Q3 | 225 |
| 95-th percentile | 368.5 |
| Maximum | 522 |
| Range | 520 |
| Interquartile range (IQR) | 150.5 |
Descriptive statistics
| Standard deviation | 110.1423789 |
|---|---|
| Coefficient of variation (CV) | 0.6867843132 |
| Kurtosis | 0.3029280557 |
| Mean | 160.3740458 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 0.7557706801 |
| Sum | 21009 |
| Variance | 12131.34363 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 3 | 2.3% |
| 23 | 3 | 2.3% |
| 225 | 3 | 2.3% |
| 12 | 3 | 2.3% |
| 117 | 2 | 1.5% |
| 179 | 2 | 1.5% |
| 217 | 2 | 1.5% |
| 65 | 2 | 1.5% |
| 362 | 2 | 1.5% |
| 58 | 2 | 1.5% |
| Other values (93) | 107 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.8% |
| 6 | 2 | |
| 8 | 1 | 0.8% |
| 11 | 1 | 0.8% |
| 12 | 3 | |
| 17 | 3 | |
| 19 | 1 | 0.8% |
| 21 | 1 | 0.8% |
| 22 | 1 | 0.8% |
| 23 | 3 |
| Value | Count | Frequency (%) |
| 522 | 1 | |
| 463 | 1 | |
| 437 | 1 | |
| 382 | 1 | |
| 377 | 1 | |
| 375 | 1 | |
| 371 | 1 | |
| 366 | 1 | |
| 362 | 2 | |
| 348 | 1 |
| Distinct | 49 |
|---|---|
| Distinct (%) | 37.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.5648855 |
| Minimum | 0 |
|---|---|
| Maximum | 957 |
| Zeros | 34 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 20 |
| 95-th percentile | 83 |
| Maximum | 957 |
| Range | 957 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 100.0954236 |
|---|---|
| Coefficient of variation (CV) | 3.504142303 |
| Kurtosis | 61.20962848 |
| Mean | 28.5648855 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 7.310780584 |
| Sum | 3742 |
| Variance | 10019.09383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 1 | 15 | 11.5% |
| 2 | 13 | 9.9% |
| 3 | 6 | 4.6% |
| 4 | 5 | 3.8% |
| 8 | 5 | 3.8% |
| 10 | 3 | 2.3% |
| 11 | 2 | 1.5% |
| 18 | 2 | 1.5% |
| 27 | 2 | 1.5% |
| Other values (39) | 44 |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 1 | 15 | |
| 2 | 13 | 9.9% |
| 3 | 6 | 4.6% |
| 4 | 5 | 3.8% |
| 5 | 2 | 1.5% |
| 6 | 2 | 1.5% |
| 7 | 1 | 0.8% |
| 8 | 5 | 3.8% |
| 10 | 3 | 2.3% |
| Value | Count | Frequency (%) |
| 957 | 1 | |
| 490 | 1 | |
| 359 | 1 | |
| 171 | 1 | |
| 140 | 1 | |
| 119 | 1 | |
| 98 | 1 | |
| 68 | 1 | |
| 67 | 1 | |
| 64 | 1 |
| Distinct | 65 |
|---|---|
| Distinct (%) | 49.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.060916031 |
| Minimum | 0.01 |
|---|---|
| Maximum | 15.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.01 |
| median | 0.01 |
| Q3 | 6.305 |
| 95-th percentile | 11.31 |
| Maximum | 15.19 |
| Range | 15.18 |
| Interquartile range (IQR) | 6.295 |
Descriptive statistics
| Standard deviation | 4.090299115 |
|---|---|
| Coefficient of variation (CV) | 1.336299027 |
| Kurtosis | -0.01274928092 |
| Mean | 3.060916031 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.090225337 |
| Sum | 400.98 |
| Variance | 16.73054685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 67 | |
| 2.62 | 1 | 0.8% |
| 3.83 | 1 | 0.8% |
| 0.41 | 1 | 0.8% |
| 6.29 | 1 | 0.8% |
| 1.32 | 1 | 0.8% |
| 15.19 | 1 | 0.8% |
| 11.12 | 1 | 0.8% |
| 0.52 | 1 | 0.8% |
| 8.49 | 1 | 0.8% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 0.01 | 67 | |
| 0.09 | 1 | 0.8% |
| 0.26 | 1 | 0.8% |
| 0.38 | 1 | 0.8% |
| 0.41 | 1 | 0.8% |
| 0.43 | 1 | 0.8% |
| 0.52 | 1 | 0.8% |
| 1.32 | 1 | 0.8% |
| 1.39 | 1 | 0.8% |
| 1.45 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 15.19 | 1 | |
| 13.94 | 1 | |
| 12.6 | 1 | |
| 12.32 | 1 | |
| 12.14 | 1 | |
| 12.03 | 1 | |
| 11.5 | 1 | |
| 11.12 | 1 | |
| 11.03 | 1 | |
| 10.75 | 1 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 850.8741145 |
| Minimum | 0.442802404 |
|---|---|
| Maximum | 16255.16198 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.442802404 |
|---|---|
| 5-th percentile | 4.990299788 |
| Q1 | 48.31142608 |
| median | 198.7343495 |
| Q3 | 718.3236185 |
| 95-th percentile | 3524.20418 |
| Maximum | 16255.16198 |
| Range | 16254.71918 |
| Interquartile range (IQR) | 670.0121925 |
Descriptive statistics
| Standard deviation | 2071.444348 |
|---|---|
| Coefficient of variation (CV) | 2.434489795 |
| Kurtosis | 28.60519673 |
| Mean | 850.8741145 |
| Median Absolute Deviation (MAD) | 190.1171411 |
| Skewness | 4.919263564 |
| Sum | 111464.509 |
| Variance | 4290881.687 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73.52358168 | 1 | 0.8% |
| 271.2545531 | 1 | 0.8% |
| 31.27232188 | 1 | 0.8% |
| 973.728675 | 1 | 0.8% |
| 561.7684701 | 1 | 0.8% |
| 208.2311603 | 1 | 0.8% |
| 1842.463782 | 1 | 0.8% |
| 62.29361092 | 1 | 0.8% |
| 263.2111031 | 1 | 0.8% |
| 3.304039899 | 1 | 0.8% |
| Other values (121) | 121 |
| Value | Count | Frequency (%) |
| 0.442802404 | 1 | |
| 1.443286353 | 1 | |
| 1.576409172 | 1 | |
| 3.304039899 | 1 | |
| 3.718438799 | 1 | |
| 4.141293345 | 1 | |
| 4.877350139 | 1 | |
| 5.103249438 | 1 | |
| 5.339065673 | 1 | |
| 5.663849328 | 1 |
| Value | Count | Frequency (%) |
| 16255.16198 | 1 | |
| 10769.36305 | 1 | |
| 8350.193523 | 1 | |
| 7163.348923 | 1 | |
| 6739.677606 | 1 | |
| 4831.644796 | 1 | |
| 4348.33531 | 1 | |
| 2700.07305 | 1 | |
| 2352.999591 | 1 | |
| 2211.744178 | 1 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.70992366 |
| Minimum | 2 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 91 |
| Q3 | 96 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 23.76406095 |
|---|---|
| Coefficient of variation (CV) | 0.290834453 |
| Kurtosis | 3.923599159 |
| Mean | 81.70992366 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.129444744 |
| Sum | 10704 |
| Variance | 564.7305931 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 95 | 12 | 9.2% |
| 98 | 11 | 8.4% |
| 99 | 10 | 7.6% |
| 97 | 9 | 6.9% |
| 92 | 7 | 5.3% |
| 96 | 7 | 5.3% |
| 88 | 7 | 5.3% |
| 91 | 6 | 4.6% |
| 94 | 5 | 3.8% |
| 87 | 5 | 3.8% |
| Other values (30) | 52 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.8% |
| 5 | 1 | 0.8% |
| 7 | 1 | 0.8% |
| 8 | 3 | |
| 9 | 2 | |
| 22 | 1 | 0.8% |
| 37 | 1 | 0.8% |
| 47 | 1 | 0.8% |
| 48 | 1 | 0.8% |
| 49 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 99 | 10 | |
| 98 | 11 | |
| 97 | 9 | |
| 96 | 7 | |
| 95 | 12 | |
| 94 | 5 | |
| 93 | 4 | 3.1% |
| 92 | 7 | |
| 91 | 6 | |
| 89 | 3 | 2.3% |
| Distinct | 67 |
|---|---|
| Distinct (%) | 51.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2042.862595 |
| Minimum | 0 |
|---|---|
| Maximum | 79563 |
| Zeros | 53 |
| Zeros (%) | 40.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 10 |
| Q3 | 289.5 |
| 95-th percentile | 5783 |
| Maximum | 79563 |
| Range | 79563 |
| Interquartile range (IQR) | 289.5 |
Descriptive statistics
| Standard deviation | 9842.341166 |
|---|---|
| Coefficient of variation (CV) | 4.817916383 |
| Kurtosis | 42.52187457 |
| Mean | 2042.862595 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 6.400971771 |
| Sum | 267615 |
| Variance | 96871679.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53 | |
| 1 | 5 | 3.8% |
| 10 | 4 | 3.1% |
| 3 | 3 | 2.3% |
| 9 | 2 | 1.5% |
| 13 | 2 | 1.5% |
| 33 | 2 | 1.5% |
| 1279 | 1 | 0.8% |
| 1370 | 1 | 0.8% |
| 6855 | 1 | 0.8% |
| Other values (57) | 57 |
| Value | Count | Frequency (%) |
| 0 | 53 | |
| 1 | 5 | 3.8% |
| 3 | 3 | 2.3% |
| 6 | 1 | 0.8% |
| 8 | 1 | 0.8% |
| 9 | 2 | 1.5% |
| 10 | 4 | 3.1% |
| 11 | 1 | 0.8% |
| 13 | 2 | 1.5% |
| 14 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 79563 | 1 | |
| 58848 | 1 | |
| 52628 | 1 | |
| 12943 | 1 | |
| 12739 | 1 | |
| 11699 | 1 | |
| 6855 | 1 | |
| 4711 | 1 | |
| 3188 | 1 | |
| 3000 | 1 |
| Distinct | 107 |
|---|---|
| Distinct (%) | 81.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.47557252 |
| Minimum | 2 |
|---|---|
| Maximum | 77.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5.25 |
| Q1 | 22.85 |
| median | 45.9 |
| Q3 | 59.45 |
| 95-th percentile | 66 |
| Maximum | 77.1 |
| Range | 75.1 |
| Interquartile range (IQR) | 36.6 |
Descriptive statistics
| Standard deviation | 20.73366676 |
|---|---|
| Coefficient of variation (CV) | 0.5122513523 |
| Kurtosis | -1.294144458 |
| Mean | 40.47557252 |
| Median Absolute Deviation (MAD) | 17.5 |
| Skewness | -0.2258707733 |
| Sum | 5302.3 |
| Variance | 429.8849372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55.3 | 3 | 2.3% |
| 61.9 | 3 | 2.3% |
| 22.7 | 3 | 2.3% |
| 63.1 | 3 | 2.3% |
| 59.9 | 2 | 1.5% |
| 53.5 | 2 | 1.5% |
| 24.7 | 2 | 1.5% |
| 6.9 | 2 | 1.5% |
| 23.7 | 2 | 1.5% |
| 66 | 2 | 1.5% |
| Other values (97) | 107 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 2.8 | 1 | |
| 3.1 | 2 | |
| 3.5 | 1 | |
| 5.1 | 1 | |
| 5.2 | 1 | |
| 5.3 | 1 | |
| 6.2 | 1 | |
| 6.7 | 2 | |
| 6.9 | 2 |
| Value | Count | Frequency (%) |
| 77.1 | 1 | |
| 74.8 | 1 | |
| 74.3 | 1 | |
| 69.2 | 1 | |
| 66.4 | 1 | |
| 66.1 | 1 | |
| 66 | 2 | |
| 65.4 | 1 | |
| 65.3 | 1 | |
| 65.1 | 1 |
| Distinct | 50 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.23664122 |
| Minimum | 0 |
|---|---|
| Maximum | 1200 |
| Zeros | 30 |
| Zeros (%) | 22.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 25.5 |
| 95-th percentile | 111 |
| Maximum | 1200 |
| Range | 1200 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 131.2930856 |
|---|---|
| Coefficient of variation (CV) | 3.433698187 |
| Kurtosis | 54.39985856 |
| Mean | 38.23664122 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 6.95629245 |
| Sum | 5009 |
| Variance | 17237.87434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 1 | 18 | 13.7% |
| 2 | 9 | 6.9% |
| 3 | 9 | 6.9% |
| 4 | 4 | 3.1% |
| 6 | 3 | 2.3% |
| 39 | 3 | 2.3% |
| 12 | 3 | 2.3% |
| 32 | 2 | 1.5% |
| 13 | 2 | 1.5% |
| Other values (40) | 48 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 1 | 18 | |
| 2 | 9 | 6.9% |
| 3 | 9 | 6.9% |
| 4 | 4 | 3.1% |
| 5 | 2 | 1.5% |
| 6 | 3 | 2.3% |
| 7 | 2 | 1.5% |
| 8 | 1 | 0.8% |
| 9 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 1200 | 1 | |
| 759 | 1 | |
| 442 | 1 | |
| 202 | 1 | |
| 198 | 1 | |
| 142 | 1 | |
| 121 | 1 | |
| 101 | 1 | |
| 97 | 1 | |
| 88 | 1 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.49618321 |
| Minimum | 8 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 78 |
| median | 92 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 91 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 20.96641052 |
|---|---|
| Coefficient of variation (CV) | 0.2511062148 |
| Kurtosis | 4.703556424 |
| Mean | 83.49618321 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.181121297 |
| Sum | 10938 |
| Variance | 439.5903699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 15 | 11.5% |
| 95 | 12 | 9.2% |
| 98 | 12 | 9.2% |
| 97 | 8 | 6.1% |
| 93 | 7 | 5.3% |
| 94 | 6 | 4.6% |
| 92 | 5 | 3.8% |
| 96 | 5 | 3.8% |
| 91 | 5 | 3.8% |
| 87 | 5 | 3.8% |
| Other values (28) | 51 |
| Value | Count | Frequency (%) |
| 8 | 2 | |
| 9 | 3 | |
| 24 | 1 | 0.8% |
| 42 | 1 | 0.8% |
| 44 | 1 | 0.8% |
| 45 | 1 | 0.8% |
| 47 | 1 | 0.8% |
| 49 | 2 | |
| 55 | 1 | 0.8% |
| 58 | 2 |
| Value | Count | Frequency (%) |
| 99 | 15 | |
| 98 | 12 | |
| 97 | 8 | |
| 96 | 5 | 3.8% |
| 95 | 12 | |
| 94 | 6 | 4.6% |
| 93 | 7 | |
| 92 | 5 | 3.8% |
| 91 | 5 | 3.8% |
| 88 | 3 | 2.3% |
| Distinct | 124 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.106717557 |
| Minimum | 1.21 |
|---|---|
| Maximum | 13.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1.21 |
|---|---|
| 5-th percentile | 1.605 |
| Q1 | 4.485 |
| median | 5.82 |
| Q3 | 7.63 |
| 95-th percentile | 10.51 |
| Maximum | 13.73 |
| Range | 12.52 |
| Interquartile range (IQR) | 3.145 |
Descriptive statistics
| Standard deviation | 2.533227325 |
|---|---|
| Coefficient of variation (CV) | 0.4148263452 |
| Kurtosis | 0.04509294338 |
| Mean | 6.106717557 |
| Median Absolute Deviation (MAD) | 1.62 |
| Skewness | 0.3171580668 |
| Sum | 799.98 |
| Variance | 6.417240681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.22 | 2 | 1.5% |
| 5.88 | 2 | 1.5% |
| 5.41 | 2 | 1.5% |
| 5.25 | 2 | 1.5% |
| 9.25 | 2 | 1.5% |
| 8.8 | 2 | 1.5% |
| 5.69 | 2 | 1.5% |
| 8.18 | 1 | 0.8% |
| 5.91 | 1 | 0.8% |
| 6.98 | 1 | 0.8% |
| Other values (114) | 114 |
| Value | Count | Frequency (%) |
| 1.21 | 1 | |
| 1.37 | 1 | |
| 1.4 | 1 | |
| 1.45 | 1 | |
| 1.48 | 1 | |
| 1.57 | 1 | |
| 1.59 | 1 | |
| 1.62 | 1 | |
| 1.9 | 1 | |
| 2.28 | 1 |
| Value | Count | Frequency (%) |
| 13.73 | 1 | |
| 11.93 | 1 | |
| 11.9 | 1 | |
| 11.54 | 1 | |
| 11.38 | 1 | |
| 11.3 | 1 | |
| 11.21 | 1 | |
| 9.81 | 1 | |
| 9.75 | 1 | |
| 9.57 | 1 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.88549618 |
| Minimum | 2 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 80 |
| median | 92 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 21.83985109 |
|---|---|
| Coefficient of variation (CV) | 0.2603531252 |
| Kurtosis | 5.57738669 |
| Mean | 83.88549618 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.403467177 |
| Sum | 10989 |
| Variance | 476.9790957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 15 | 11.5% |
| 98 | 14 | 10.7% |
| 95 | 13 | 9.9% |
| 91 | 8 | 6.1% |
| 97 | 8 | 6.1% |
| 88 | 6 | 4.6% |
| 87 | 6 | 4.6% |
| 93 | 6 | 4.6% |
| 92 | 6 | 4.6% |
| 73 | 4 | 3.1% |
| Other values (29) | 45 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 2 | |
| 9 | 1 | |
| 23 | 1 | |
| 37 | 1 | |
| 47 | 1 | |
| 48 | 1 | |
| 49 | 1 |
| Value | Count | Frequency (%) |
| 99 | 15 | |
| 98 | 14 | |
| 97 | 8 | |
| 96 | 3 | 2.3% |
| 95 | 13 | |
| 94 | 4 | 3.1% |
| 93 | 6 | 4.6% |
| 92 | 6 | 4.6% |
| 91 | 8 | |
| 89 | 1 | 0.8% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8099236641 |
| Minimum | 0.1 |
|---|---|
| Maximum | 9.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.5 |
| 95-th percentile | 4.2 |
| Maximum | 9.4 |
| Range | 9.3 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 1.562042793 |
|---|---|
| Coefficient of variation (CV) | 1.92862965 |
| Kurtosis | 9.757039882 |
| Mean | 0.8099236641 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.954731088 |
| Sum | 106.1 |
| Variance | 2.439977686 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1 | 74 | |
| 0.2 | 9 | 6.9% |
| 0.3 | 8 | 6.1% |
| 0.5 | 5 | 3.8% |
| 0.4 | 3 | 2.3% |
| 0.6 | 3 | 2.3% |
| 3.7 | 2 | 1.5% |
| 0.8 | 2 | 1.5% |
| 2.9 | 2 | 1.5% |
| 0.7 | 2 | 1.5% |
| Other values (20) | 21 | 16.0% |
| Value | Count | Frequency (%) |
| 0.1 | 74 | |
| 0.2 | 9 | 6.9% |
| 0.3 | 8 | 6.1% |
| 0.4 | 3 | 2.3% |
| 0.5 | 5 | 3.8% |
| 0.6 | 3 | 2.3% |
| 0.7 | 2 | 1.5% |
| 0.8 | 2 | 1.5% |
| 0.9 | 2 | 1.5% |
| 1 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 9.4 | 1 | |
| 7.3 | 1 | |
| 6.3 | 1 | |
| 5.1 | 1 | |
| 4.5 | 1 | |
| 4.4 | 1 | |
| 4.3 | 1 | |
| 4.1 | 1 | |
| 3.9 | 1 | |
| 3.7 | 2 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7256.846908 |
| Minimum | 12.27733 |
|---|---|
| Maximum | 119172.7418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 12.27733 |
|---|---|
| 5-th percentile | 68.65981615 |
| Q1 | 554.9245435 |
| median | 2522.7968 |
| Q3 | 7438.053832 |
| 95-th percentile | 36489.75571 |
| Maximum | 119172.7418 |
| Range | 119160.4645 |
| Interquartile range (IQR) | 6883.129289 |
Descriptive statistics
| Standard deviation | 14741.39573 |
|---|---|
| Coefficient of variation (CV) | 2.031377528 |
| Kurtosis | 27.59973911 |
| Mean | 7256.846908 |
| Median Absolute Deviation (MAD) | 2269.85608 |
| Skewness | 4.622799206 |
| Sum | 950646.9449 |
| Variance | 217308748.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 612.696514 | 1 | 0.8% |
| 2277.53613 | 1 | 0.8% |
| 2842.938353 | 1 | 0.8% |
| 6491.5245 | 1 | 0.8% |
| 4712.822736 | 1 | 0.8% |
| 2182.716565 | 1 | 0.8% |
| 12593.7374 | 1 | 0.8% |
| 1316.98966 | 1 | 0.8% |
| 3221.678128 | 1 | 0.8% |
| 43.646498 | 1 | 0.8% |
| Other values (121) | 121 |
| Value | Count | Frequency (%) |
| 12.27733 | 1 | |
| 25.448414 | 1 | |
| 29.652622 | 1 | |
| 43.646498 | 1 | |
| 43.82321 | 1 | |
| 62.1318489 | 1 | |
| 62.173221 | 1 | |
| 75.1464113 | 1 | |
| 76.2386977 | 1 | |
| 76.5699517 | 1 |
| Value | Count | Frequency (%) |
| 119172.7418 | 1 | |
| 62214.6912 | 1 | |
| 52157.4687 | 1 | |
| 51322.63997 | 1 | |
| 47439.39684 | 1 | |
| 42955.24287 | 1 | |
| 37582.84624 | 1 | |
| 35396.66517 | 1 | |
| 21673.7817 | 1 | |
| 19941.45532 | 1 |
| Distinct | 131 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22269096.43 |
| Minimum | 41 |
|---|---|
| Maximum | 1293859294 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 17505.5 |
| Q1 | 287600.5 |
| median | 1562974 |
| Q3 | 8059265 |
| 95-th percentile | 60239345.87 |
| Maximum | 1293859294 |
| Range | 1293859253 |
| Interquartile range (IQR) | 7771664.5 |
Descriptive statistics
| Standard deviation | 116699866.4 |
|---|---|
| Coefficient of variation (CV) | 5.240440121 |
| Kurtosis | 110.6561006 |
| Mean | 22269096.43 |
| Median Absolute Deviation (MAD) | 1474038 |
| Skewness | 10.19705964 |
| Sum | 2917251633 |
| Variance | 1.361885882 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 327582 | 1 | 0.8% |
| 14162 | 1 | 0.8% |
| 112249 | 1 | 0.8% |
| 3973354 | 1 | 0.8% |
| 6552584 | 1 | 0.8% |
| 7755785 | 1 | 0.8% |
| 393986 | 1 | 0.8% |
| 185546257 | 1 | 0.8% |
| 1764652 | 1 | 0.8% |
| 19148219 | 1 | 0.8% |
| Other values (121) | 121 |
| Value | Count | Frequency (%) |
| 41 | 1 | |
| 2771 | 1 | |
| 3568 | 1 | |
| 3727 | 1 | |
| 11458 | 1 | |
| 14162 | 1 | |
| 15782 | 1 | |
| 19229 | 1 | |
| 25885 | 1 | |
| 29622 | 1 |
| Value | Count | Frequency (%) |
| 1293859294 | 1 | |
| 255131116 | 1 | |
| 185546257 | 1 | |
| 143819666 | 1 | |
| 97366774 | 1 | |
| 68416772 | 1 | |
| 66331957 | 1 | |
| 54146734.74 | 1 | |
| 51924182 | 1 | |
| 47791911 | 1 |
| Distinct | 77 |
|---|---|
| Distinct (%) | 58.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.648091603 |
| Minimum | 0.1 |
|---|---|
| Maximum | 26.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.5 |
| median | 3.3 |
| Q3 | 6.65 |
| 95-th percentile | 14.4 |
| Maximum | 26.8 |
| Range | 26.7 |
| Interquartile range (IQR) | 5.15 |
Descriptive statistics
| Standard deviation | 4.420587346 |
|---|---|
| Coefficient of variation (CV) | 0.9510542656 |
| Kurtosis | 5.674876594 |
| Mean | 4.648091603 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 2.036580536 |
| Sum | 608.9 |
| Variance | 19.54159248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.9 | 7 | 5.3% |
| 1 | 5 | 3.8% |
| 1.5 | 5 | 3.8% |
| 1.1 | 4 | 3.1% |
| 1.2 | 4 | 3.1% |
| 2.1 | 4 | 3.1% |
| 0.6 | 4 | 3.1% |
| 1.8 | 4 | 3.1% |
| 5.8 | 3 | 2.3% |
| 0.8 | 3 | 2.3% |
| Other values (67) | 88 |
| Value | Count | Frequency (%) |
| 0.1 | 2 | 1.5% |
| 0.2 | 1 | 0.8% |
| 0.3 | 1 | 0.8% |
| 0.5 | 1 | 0.8% |
| 0.6 | 4 | |
| 0.7 | 1 | 0.8% |
| 0.8 | 3 | |
| 0.9 | 1 | 0.8% |
| 1 | 5 | |
| 1.1 | 4 |
| Value | Count | Frequency (%) |
| 26.8 | 1 | |
| 19.4 | 1 | |
| 18.1 | 1 | |
| 17.5 | 1 | |
| 15.9 | 1 | |
| 15.7 | 1 | |
| 15.2 | 1 | |
| 13.6 | 1 | |
| 12.9 | 1 | |
| 9.8 | 1 |
| Distinct | 75 |
|---|---|
| Distinct (%) | 57.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.886259542 |
| Minimum | 0.1 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.55 |
| Q1 | 1.55 |
| median | 3.5 |
| Q3 | 6.8 |
| 95-th percentile | 14.35 |
| Maximum | 27.4 |
| Range | 27.3 |
| Interquartile range (IQR) | 5.25 |
Descriptive statistics
| Standard deviation | 4.543478223 |
|---|---|
| Coefficient of variation (CV) | 0.92984791 |
| Kurtosis | 5.217264438 |
| Mean | 4.886259542 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 1.92762743 |
| Sum | 640.1 |
| Variance | 20.64319436 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.9 | 5 | 3.8% |
| 1.1 | 4 | 3.1% |
| 7.7 | 4 | 3.1% |
| 2.1 | 4 | 3.1% |
| 1.3 | 4 | 3.1% |
| 1.2 | 3 | 2.3% |
| 7.4 | 3 | 2.3% |
| 0.5 | 3 | 2.3% |
| 6 | 3 | 2.3% |
| 6.4 | 3 | 2.3% |
| Other values (65) | 95 |
| Value | Count | Frequency (%) |
| 0.1 | 3 | |
| 0.2 | 1 | 0.8% |
| 0.5 | 3 | |
| 0.6 | 3 | |
| 0.7 | 1 | 0.8% |
| 0.8 | 2 | |
| 0.9 | 3 | |
| 1 | 2 | |
| 1.1 | 4 | |
| 1.2 | 3 |
| Value | Count | Frequency (%) |
| 27.4 | 1 | |
| 19.8 | 1 | |
| 18.6 | 1 | |
| 17.5 | 1 | |
| 16.3 | 1 | |
| 16.2 | 1 | |
| 15 | 1 | |
| 13.7 | 1 | |
| 13.1 | 1 | |
| 11.1 | 1 |
| Distinct | 111 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6696870229 |
| Minimum | 0.345 |
|---|---|
| Maximum | 0.936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0.345 |
|---|---|
| 5-th percentile | 0.4155 |
| Q1 | 0.544 |
| median | 0.697 |
| Q3 | 0.779 |
| 95-th percentile | 0.8935 |
| Maximum | 0.936 |
| Range | 0.591 |
| Interquartile range (IQR) | 0.235 |
Descriptive statistics
| Standard deviation | 0.1513143485 |
|---|---|
| Coefficient of variation (CV) | 0.2259478582 |
| Kurtosis | -0.9419839777 |
| Mean | 0.6696870229 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | -0.2417573244 |
| Sum | 87.729 |
| Variance | 0.02289603206 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.737 | 3 | 2.3% |
| 0.636 | 2 | 1.5% |
| 0.475 | 2 | 1.5% |
| 0.85 | 2 | 1.5% |
| 0.727 | 2 | 1.5% |
| 0.759 | 2 | 1.5% |
| 0.841 | 2 | 1.5% |
| 0.345 | 2 | 1.5% |
| 0.483 | 2 | 1.5% |
| 0.803 | 2 | 1.5% |
| Other values (101) | 110 |
| Value | Count | Frequency (%) |
| 0.345 | 2 | |
| 0.39 | 1 | |
| 0.398 | 1 | |
| 0.404 | 1 | |
| 0.409 | 1 | |
| 0.412 | 1 | |
| 0.419 | 1 | |
| 0.426 | 2 | |
| 0.43 | 1 | |
| 0.435 | 1 |
| Value | Count | Frequency (%) |
| 0.936 | 1 | |
| 0.923 | 1 | |
| 0.92 | 1 | |
| 0.912 | 1 | |
| 0.91 | 1 | |
| 0.906 | 1 | |
| 0.895 | 1 | |
| 0.892 | 2 | |
| 0.89 | 2 | |
| 0.877 | 2 |
| Distinct | 75 |
|---|---|
| Distinct (%) | 57.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.67633588 |
| Minimum | 5.3 |
|---|---|
| Maximum | 20.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 5.3 |
|---|---|
| 5-th percentile | 8.3 |
| Q1 | 10.75 |
| median | 12.7 |
| Q3 | 14.7 |
| 95-th percentile | 16.9 |
| Maximum | 20.4 |
| Range | 15.1 |
| Interquartile range (IQR) | 3.95 |
Descriptive statistics
| Standard deviation | 2.750379892 |
|---|---|
| Coefficient of variation (CV) | 0.2169696289 |
| Kurtosis | -0.1384092071 |
| Mean | 12.67633588 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.03599040835 |
| Sum | 1660.6 |
| Variance | 7.564589548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 5 | 3.8% |
| 12.7 | 4 | 3.1% |
| 10.8 | 4 | 3.1% |
| 9.1 | 4 | 3.1% |
| 15.2 | 3 | 2.3% |
| 14.7 | 3 | 2.3% |
| 14.3 | 3 | 2.3% |
| 13 | 3 | 2.3% |
| 10.3 | 3 | 2.3% |
| 13.2 | 3 | 2.3% |
| Other values (65) | 96 |
| Value | Count | Frequency (%) |
| 5.3 | 1 | |
| 6.3 | 1 | |
| 7.1 | 1 | |
| 7.3 | 1 | |
| 7.7 | 1 | |
| 7.8 | 1 | |
| 8.2 | 1 | |
| 8.4 | 1 | |
| 8.5 | 1 | |
| 8.6 | 1 |
| Value | Count | Frequency (%) |
| 20.4 | 1 | |
| 18.6 | 1 | |
| 18.1 | 1 | |
| 17.6 | 1 | |
| 17.3 | 1 | |
| 17.2 | 1 | |
| 17 | 1 | |
| 16.8 | 1 | |
| 16.5 | 2 | |
| 16.4 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Country | Year | Status | Life expectancy | Adult Mortality | infant deaths | Alcohol | percentage expenditure | Hepatitis B | Measles | BMI | under-five deaths | Polio | Total expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness 1-19 years | thinness 5-9 years | Income composition of resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Afghanistan | 2014 | Developing | 59.9 | 271.0 | 64 | 0.01 | 73.523582 | 62.0 | 492 | 18.6 | 86 | 58.0 | 8.18 | 62.0 | 0.1 | 612.696514 | 327582.0 | 17.5 | 17.5 | 0.476 | 10.0 |
| 1 | 17 | Albania | 2014 | Developing | 77.5 | 8.0 | 0 | 4.51 | 428.749067 | 98.0 | 0 | 57.2 | 1 | 98.0 | 5.88 | 98.0 | 0.1 | 4575.763787 | 288914.0 | 1.2 | 1.3 | 0.761 | 14.2 |
| 2 | 33 | Algeria | 2014 | Developing | 75.4 | 11.0 | 21 | 0.01 | 54.237318 | 95.0 | 0 | 58.4 | 24 | 95.0 | 7.21 | 95.0 | 0.1 | 547.851700 | 39113313.0 | 6.0 | 5.8 | 0.741 | 14.4 |
| 3 | 49 | Angola | 2014 | Developing | 51.7 | 348.0 | 67 | 8.33 | 23.965612 | 64.0 | 11699 | 22.7 | 101 | 68.0 | 3.31 | 64.0 | 2.0 | 479.312240 | 2692466.0 | 8.5 | 8.3 | 0.527 | 11.4 |
| 4 | 81 | Argentina | 2014 | Developing | 76.2 | 118.0 | 8 | 7.93 | 847.371746 | 94.0 | 1 | 62.2 | 9 | 92.0 | 4.79 | 94.0 | 0.1 | 12245.256450 | 42981515.0 | 1.0 | 0.9 | 0.825 | 17.3 |
| 5 | 97 | Armenia | 2014 | Developing | 74.6 | 12.0 | 1 | 3.91 | 295.608714 | 93.0 | 13 | 54.1 | 1 | 95.0 | 4.48 | 93.0 | 0.1 | 3994.712355 | 29622.0 | 2.1 | 2.1 | 0.739 | 12.7 |
| 6 | 113 | Australia | 2014 | Developed | 82.7 | 6.0 | 1 | 9.71 | 10769.363050 | 91.0 | 340 | 66.1 | 1 | 92.0 | 9.42 | 92.0 | 0.1 | 62214.691200 | 2346694.0 | 0.6 | 0.6 | 0.936 | 20.4 |
| 7 | 129 | Austria | 2014 | Developed | 81.4 | 66.0 | 0 | 12.32 | 8350.193523 | 98.0 | 117 | 57.1 | 0 | 98.0 | 11.21 | 98.0 | 0.1 | 51322.639970 | 8541575.0 | 1.8 | 2.0 | 0.892 | 15.9 |
| 8 | 145 | Azerbaijan | 2014 | Developing | 72.5 | 119.0 | 5 | 0.01 | 306.182431 | 94.0 | 0 | 51.5 | 6 | 97.0 | 6.40 | 94.0 | 0.1 | 7891.299776 | 953579.0 | 2.8 | 2.9 | 0.752 | 12.2 |
| 9 | 193 | Bangladesh | 2014 | Developing | 71.4 | 132.0 | 98 | 0.01 | 10.446403 | 97.0 | 289 | 17.7 | 121 | 97.0 | 2.82 | 97.0 | 0.1 | 184.565430 | 15945279.0 | 18.1 | 18.6 | 0.570 | 10.0 |
Last rows
| df_index | Country | Year | Status | Life expectancy | Adult Mortality | infant deaths | Alcohol | percentage expenditure | Hepatitis B | Measles | BMI | under-five deaths | Polio | Total expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness 1-19 years | thinness 5-9 years | Income composition of resources | Schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 121 | 2666 | Tunisia | 2014 | Developing | 75.1 | 12.0 | 3 | 1.39 | 604.870132 | 98.0 | 15 | 6.2 | 3 | 98.0 | 7.00 | 98.0 | 0.1 | 4271.681720 | 1114398.0 | 6.5 | 6.4 | 0.722 | 14.7 |
| 122 | 2682 | Turkey | 2014 | Developing | 75.5 | 17.0 | 16 | 1.45 | 181.908378 | 96.0 | 565 | 65.3 | 19 | 96.0 | 5.41 | 96.0 | 0.1 | 12127.225220 | 773628.0 | 4.9 | 4.7 | 0.759 | 14.5 |
| 123 | 2698 | Turkmenistan | 2014 | Developing | 66.0 | 217.0 | 7 | 2.90 | 691.133353 | 97.0 | 0 | 47.7 | 8 | 98.0 | 2.70 | 98.0 | 0.1 | 7962.365824 | 5466241.0 | 3.3 | 3.3 | 0.683 | 10.8 |
| 124 | 2715 | Uganda | 2014 | Developing | 61.5 | 38.0 | 68 | 0.01 | 14.167702 | 78.0 | 314 | 18.1 | 97 | 82.0 | 7.22 | 78.0 | 3.2 | 719.172669 | 38833338.0 | 5.7 | 5.6 | 0.483 | 10.0 |
| 125 | 2731 | Ukraine | 2014 | Developing | 78.0 | 23.0 | 4 | 8.06 | 5.663849 | 22.0 | 0 | 6.7 | 5 | 45.0 | 7.10 | 23.0 | 0.2 | 314.658296 | 45271947.0 | 2.3 | 2.4 | 0.746 | 15.2 |
| 126 | 2811 | Uruguay | 2014 | Developing | 76.8 | 117.0 | 0 | 6.03 | 463.639782 | 95.0 | 0 | 63.4 | 0 | 95.0 | 8.58 | 95.0 | 0.1 | 16737.898270 | 3419546.0 | 1.5 | 1.4 | 0.791 | 15.5 |
| 127 | 2827 | Uzbekistan | 2014 | Developing | 69.2 | 184.0 | 16 | 0.01 | 0.442802 | 99.0 | 8 | 43.9 | 18 | 99.0 | 5.84 | 99.0 | 0.1 | 25.448414 | 37577.0 | 3.0 | 3.1 | 0.690 | 12.1 |
| 128 | 2843 | Vanuatu | 2014 | Developing | 71.7 | 134.0 | 0 | 0.01 | 564.816704 | 64.0 | 10 | 52.5 | 0 | 65.0 | 5.20 | 64.0 | 0.1 | 3148.365130 | 25885.0 | 1.5 | 1.4 | 0.596 | 10.8 |
| 129 | 2907 | Zambia | 2014 | Developing | 61.1 | 314.0 | 28 | 0.01 | 196.667577 | 86.0 | 9 | 22.8 | 41 | 78.0 | 4.99 | 86.0 | 4.3 | 1738.882200 | 1562974.0 | 6.3 | 6.2 | 0.570 | 12.5 |
| 130 | 2923 | Zimbabwe | 2014 | Developing | 59.2 | 371.0 | 23 | 6.50 | 10.822595 | 91.0 | 0 | 31.3 | 34 | 92.0 | 6.44 | 91.0 | 6.3 | 127.474620 | 15411675.0 | 5.9 | 5.7 | 0.498 | 10.3 |